Katrina de Leon

What AI says

AI engines have very limited information about Katrina de Leon, a Software / IT Services supplier in in. Across recent queries the company scored 38 out of 100 (Dark Signal), with the strongest dimension being Product Clarity at 80 out of 100 and the weakest AI Recommendation Rate at 0 out of 100. One AI engine (out of 4 tested: GPT-4o, Claude Sonnet, gemini-2.5-pro, deepseek-chat) returned substantive information about the company across identity, sourcing, and trust prompts. Products surfaced by AI include odoo erp implementation partner and customization specialist, odoo development, python development. Certifications and trust indicators referenced by AI: odoo partner. The biggest opportunity for improvement is the AI Recommendation Rate dimension; the Improvement Roadmap below lists concrete supplier-executable actions ranked by expected score uplift.

AI engine breakdown

One row per AI engine. Aggregates identity, sourcing, trust, and verdict queries.

Improvement Roadmap

Concrete actions to lift this supplier's Signal Score, ranked by impact. Generated from the latest audit.

1. 1

   Add structured data markup for SEO

   +12 pts

   Implement schema.org structured data on your website to enhance AI discoverability. This will help search engines and AI engines understand your company better, improving your visibility and accuracy in listings.

   Identity & Presence · Medium effort

2. 2

   Update LinkedIn profile with company details

   +10 pts

   Ensure your LinkedIn profile accurately reflects your business name, services, and location. This can enhance your online presence and credibility, making it easier for AI and potential clients to find you.

   Identity & Presence · Low effort

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